Demo simulating islands

Luis M. Valente, Albert B. Phillimore, Rampal S. Etienne

19 May 2015

DAISIE – Dynamic Assembly of Island biotas through Speciation, Immigration and Extinction

Citation: Valente LM, Phillimore AB, Etienne RS (2015) Equilibrium and non- equilibrium dynamics simultaneously operate in the Galápagos islands. Ecology Letters, 18(8), 844-852. https://doi.org/10.1111/ele.12461.

3.2 Data table

To load the package:

3.5 Simulating islands

The function DAISIE_sim allows simulation of DAISIE models and plots the results. The user specifies the parameters to be simulated, the number of replicates, the length of the simulation (typically the island age), and the number of species in the mainland pool.

When the plot_sims option is set to the default (TRUE) the function will produce a species- through-time plot showing the accumulation of total, endemic and non-endemic species through time, as well as confidence intervals for the total number of species.

To shorten the run-time of this vignette, reduce the number of n_replicates. For increased accuracy, increase this number.

Example 5.1 – Simulating 10 islands with no diversity-dependence, all species sharing the same parameters, and plotting the results

clado_rate <- 2.550687345 # cladogenesis rate
ext_rate <- 2.683454548 # extinction rate
clade_carr_cap <- Inf # clade-level carrying capacity
imm_rate <- 0.00933207 # immigration rate
ana_rate <- 1.010073119 # anagenesis rate

island_replicates <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = c(clado_rate, ext_rate, clade_carr_cap, imm_rate, ana_rate),
  replicates = n_replicates,
  plot_sims = FALSE,
  verbose = FALSE,
  area_pars = NULL
)
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#> [1] 24.15109
#> [1] 26.83455
#> [1] 26.83455
#> [1] 29.518
#> [1] 29.518
#> [1] 32.20145
#> [1] 32.20145
#> [1] 29.518
#> [1] 29.518
#> [1] 26.83455
#> [1] 26.83455
#> [1] 24.15109
#> [1] 24.15109
#> [1] 21.46764
#> [1] 21.46764
#> [1] 18.78418
#> [1] 18.78418
#> [1] 16.10073
#> [1] 16.10073
#> [1] 18.78418
#> [1] 18.78418
#> [1] 21.46764
#> [1] 21.46764
#> [1] 24.15109
#> [1] 24.15109
#> [1] 26.83455
#> [1] 26.83455
#> [1] 24.15109
#> [1] 24.15109
#> [1] 21.46764
#> [1] 21.46764
#> [1] 18.78418
#> [1] 18.78418
#> [1] 21.46764
#> [1] 21.46764
#> [1] 18.78418
#> [1] 18.78418
#> [1] 21.46764
#> [1] 21.46764
#> [1] 18.78418
#> [1] 18.78418
#> [1] 16.10073
#> [1] 16.10073
#> [1] 13.41727
#> [1] 13.41727
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#> [1] 8.050364
#> [1] 10.73382
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#> [1] 2.683455
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#> [1] 2.683455
#> [1] 2.683455
#> [1] 5.366909
#> [1] 5.366909
#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 2.683455
#> [1] 2.683455
#> [1] 5.366909
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#> [1] 2.683455
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#> [1] 5.366909
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#> [1] 2.683455
#> [1] 2.683455
#> [1] 5.366909
#> [1] 5.366909
#> [1] 2.683455
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#> [1] 2.683455
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#> [1] 2.683455
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#> [1] 2.683455
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#> [1] 2.683455
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#> [1] 5.366909
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#> [1] 2.683455
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#> [1] 2.683455
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#> [1] 5.366909
#> [1] 2.683455
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#> [1] 2.683455
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#> [1] 5.366909
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#> [1] 8.050364
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#> [1] 5.366909
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#> [1] 8.050364
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#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
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#> [1] 5.366909
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#> [1] 8.050364
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#> [1] 2.683455
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#> [1] 8.050364
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#> [1] 10.73382
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#> [1] 13.41727
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#> [1] 10.73382
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#> [1] 13.41727
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#> [1] 8.050364
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#> [1] 8.050364
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#> [1] 10.73382
#> [1] 10.73382
#> [1] 13.41727
#> [1] 13.41727
#> [1] 16.10073
#> [1] 16.10073
#> [1] 18.78418
#> [1] 18.78418
#> [1] 21.46764
#> [1] 21.46764
#> [1] 18.78418
#> [1] 18.78418
#> [1] 16.10073
#> [1] 16.10073
#> [1] 13.41727
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#> [1] 10.73382
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#> [1] 13.41727
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#> [1] 10.73382
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#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
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#> [1] 2.683455
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#> [1] 5.366909
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#> [1] 2.683455
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#> [1] 0
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#> [1] 2.683455
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#> [1] 5.366909
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#> [1] 2.683455
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#> [1] 0
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#> [1] 2.683455
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#> [1] 5.366909
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#> [1] 8.050364
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#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
#> [1] 0
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#> [1] 2.683455
#> [1] 2.683455
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#> [1] 2.683455
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#> [1] 5.366909
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#> [1] 8.050364
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#> [1] 10.73382
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#> [1] 5.366909
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#> [1] 8.050364
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#> [1] 5.366909
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#> [1] 2.683455
#> [1] 2.683455
#> [1] 5.366909
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#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
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DAISIE_plot_sims(island_replicates = island_replicates)

The object island_replicates contains the results of the simulation in DAISIE format. 10 islands are stored in the object, and each island replicate can be viewed separately. For example, type island_replicates[[1]] to view the first replicate.

The element of the list relating to each island contains a table with the number of species through time, as well as branching time information for each independent colonisation event extant at the end of the simulation.

Example 5.2 – Simulating 10 islands with diversity-dependence (K’=10), all species sharing the same parameters, and plotting the results

clado_rate <- 2.550687345 # cladogenesis rate
ext_rate <- 2.683454548 # extinction rate
clade_carr_cap <- 10.0  # clade-level carrying capacity
imm_rate <- 0.00933207 # immigration rate
ana_rate <- 1.010073119 # anagenesis rate

island_replicates_K <- DAISIE_sim( 
  time = island_age, 
  M = n_mainland_species, 
  pars = c(clado_rate, ext_rate, clade_carr_cap, imm_rate, ana_rate),
  replicates = n_replicates,
  plot_sims = FALSE,
  verbose = FALSE
) 
#> [1] 0
#> [1] 0
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#> [1] 2.683455
#> [1] 2.683455
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#> [1] 2.683455
#> [1] 2.683455
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#> [1] 2.683455
#> [1] 0
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#> [1] 2.683455
#> [1] 2.683455
#> [1] 5.366909
#> [1] 5.366909
#> [1] 2.683455
#> [1] 2.683455
#> [1] 5.366909
#> [1] 5.366909
#> [1] 8.050364
#> [1] 8.050364
#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
#> [1] 8.050364
#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 8.050364
#> [1] 8.050364
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#> [1] 10.73382
#> [1] 10.73382
#> [1] 13.41727
#> [1] 13.41727
#> [1] 16.10073
#> [1] 16.10073
#> [1] 18.78418
#> [1] 18.78418
#> [1] 16.10073
#> [1] 16.10073
#> [1] 13.41727
#> [1] 13.41727
#> [1] 16.10073
#> [1] 16.10073
#> [1] 18.78418
#> [1] 18.78418
#> [1] 16.10073
#> [1] 16.10073
#> [1] 18.78418
#> [1] 18.78418
#> [1] 16.10073
#> [1] 16.10073
#> [1] 13.41727
#> [1] 13.41727
#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
#> [1] 8.050364
#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
#> [1] 8.050364
#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
#> [1] 8.050364
#> [1] 10.73382
#> [1] 10.73382
#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 2.683455
#> [1] 2.683455
#> [1] 5.366909
#> [1] 5.366909
#> [1] 8.050364
#> [1] 8.050364
#> [1] 5.366909
#> [1] 5.366909
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 2.683455
#> [1] 2.683455
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
DAISIE_plot_sims(island_replicates_K)

Example 5.3 – Simulating 10 islands allowing Darwin’s finches to have a higher rate of cladogenesis:

clado_rate_1 <- 0.38 # cladogenesis rate
ext_rate_1 <- 0.55 # extinction rate
clade_carr_cap_1 <- Inf  # clade-level carrying capacity
imm_rate_1 <- 0.04 # immigration rate
ana_rate_1 <- 1.10 # anagenesis rate

clado_rate_2 <- 0.38 # cladogenesis rate
ext_rate_2 <- ext_rate_1 # extinction rate
clade_carr_cap_2 <- clade_carr_cap_1  # clade-level carrying capacity
imm_rate_2 <- imm_rate_1 # immigration rate
ana_rate_2 <- ana_rate_1 # anagenesis rate

island_replicates_2types <- DAISIE_sim( 
  time = island_age,
  M = n_mainland_species, 
  pars = c(
    clado_rate_1, ext_rate_1, clade_carr_cap_1, imm_rate_1, ana_rate_1,
    clado_rate_2, ext_rate_2, clade_carr_cap_2, imm_rate_2, ana_rate_2
  ),
  replicates = n_replicates, 
  prop_type2_pool = 0.163,
  plot_sims = FALSE,
  verbose = FALSE
)
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
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#> [1] 1.65
#> [1] 1.65
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#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
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#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
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#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
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#> [1] 0.55
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#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
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#> [1] 0
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#> [1] 0
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
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#> [1] 1.1
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#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 1.1
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#> [1] 0
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#> [1] 0.55
#> [1] 0
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#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
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#> [1] 1.65
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 3.3
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 3.3
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
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#> [1] 3.85
#> [1] 3.85
#> [1] 3.3
#> [1] 3.3
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 3.3
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#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
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#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
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#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
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#> [1] 0.55
#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 3.3
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 3.3
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 3.3
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
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#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
#> [1] 0.55
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#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 1.1
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#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
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#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
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#> [1] 0
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#> [1] 0
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#> [1] 0
#> [1] 0
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#> [1] 1.1
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#> [1] 0
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#> [1] 0.55
#> [1] 1.1
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#> [1] 1.65
#> [1] 1.65
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#> [1] 2.2
#> [1] 2.75
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#> [1] 0
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#> [1] 0.55
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#> [1] 0
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#> [1] 0
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#> [1] 1.1
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#> [1] 1.1
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#> [1] 0
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#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 1.1
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#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 1.65
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#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 0
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#> [1] 1.1
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#> [1] 0.55
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#> [1] 0
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#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
#> [1] 1.1
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#> [1] 1.65
#> [1] 1.65
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#> [1] 0
#> [1] 0
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#> [1] 0.55
#> [1] 0.55
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#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 1.65
#> [1] 1.65
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 0
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#> [1] 0
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#> [1] 0.55
#> [1] 0.55
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#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
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#> [1] 1.65
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#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 1.65
#> [1] 2.2
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#> [1] 1.65
#> [1] 1.65
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#> [1] 1.65
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#> [1] 1.65
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#> [1] 1.1
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#> [1] 1.1
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#> [1] 0.55
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#> [1] 1.1
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#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
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#> [1] 1.65
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#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 1.65
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#> [1] 2.75
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#> [1] 2.75
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#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
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#> [1] 3.3
#> [1] 3.85
#> [1] 3.85
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#> [1] 2.75
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#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 3.3
#> [1] 3.85
#> [1] 3.85
#> [1] 3.85
#> [1] 3.85
#> [1] 3.3
#> [1] 3.3
#> [1] 3.85
#> [1] 3.85
#> [1] 4.4
#> [1] 4.4
#> [1] 3.85
#> [1] 3.85
#> [1] 3.3
#> [1] 3.3
#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
#> [1] 1.1
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#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
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#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
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#> [1] 1.1
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
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#> [1] 1.65
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#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 0
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#> [1] 0
#> [1] 0
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#> [1] 0
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#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
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#> [1] 0
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#> [1] 0
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#> [1] 0
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#> [1] 1.1
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#> [1] 0.55
#> [1] 0
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#> [1] 0.55
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#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 0.55
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#> [1] 2.2
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#> [1] 2.75
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#> [1] 1.1
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#> [1] 0
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#> [1] 1.65
#> [1] 1.65
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#> [1] 1.65
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#> [1] 0.55
#> [1] 1.1
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#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
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#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
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#> [1] 0.55
#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0.55
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#> [1] 0.55
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#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
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#> [1] 0
#> [1] 0
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#> [1] 0
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#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
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#> [1] 0
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#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
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#> [1] 1.65
#> [1] 1.65
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#> [1] 1.65
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#> [1] 1.65
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#> [1] 0
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#> [1] 0.55
#> [1] 0.55
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#> [1] 0
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#> [1] 2.2
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#> [1] 2.75
#> [1] 2.75
#> [1] 3.3
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#> [1] 3.85
#> [1] 3.85
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#> [1] 3.85
#> [1] 3.85
#> [1] 3.3
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#> [1] 3.85
#> [1] 3.85
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#> [1] 2.75
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#> [1] 2.75
#> [1] 2.75
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#> [1] 1.65
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#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
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#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0
#> [1] 0
#> [1] 0
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#> [1] 0.55
#> [1] 0.55
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#> [1] 0
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#> [1] 0.55
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#> [1] 0
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#> [1] 2.75
#> [1] 2.75
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#> [1] 2.75
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#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 2.2
#> [1] 2.75
#> [1] 2.75
#> [1] 2.2
#> [1] 2.2
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 1.65
#> [1] 1.65
#> [1] 2.2
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 1.1
#> [1] 1.1
#> [1] 0.55
#> [1] 0.55
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
#> [1] 0
DAISIE_plot_sims(island_replicates_2types)

This produces a figure similar to Fig. 2, with three plots: one for the total number of species, one for species of type 1 and one for species of type 2. Accessing each island replicate individually (e.g. island_replicates_2types[[15]]) shows information on branching times and species-through-time tables for total, type 1 species and type 2 species.